Split (1)

train · 74.3k rows

Country stringclasses 20 values	Age int64 50 94	Gender stringclasses 2 values	Education Level int64 0 19	BMI float64 18.5 35	Physical Activity Level stringclasses 3 values	Smoking Status stringclasses 3 values	Alcohol Consumption stringclasses 3 values	Diabetes stringclasses 2 values	Hypertension stringclasses 2 values	Cholesterol Level stringclasses 2 values	Family History of Alzheimer’s stringclasses 2 values	Cognitive Test Score int64 30 99	Depression Level stringclasses 3 values	Sleep Quality stringclasses 3 values	Dietary Habits stringclasses 3 values	Air Pollution Exposure stringclasses 3 values	Employment Status stringclasses 3 values	Marital Status stringclasses 3 values	Genetic Risk Factor (APOE-ε4 allele) stringclasses 2 values	Social Engagement Level stringclasses 3 values	Income Level stringclasses 3 values	Stress Levels stringclasses 3 values	Urban vs Rural Living stringclasses 2 values	Alzheimer’s Diagnosis stringclasses 2 values
UK	51	Female	3	26.6	High	Current	Occasionally	No	No	High	No	55	Low	Poor	Healthy	Low	Retired	Married	No	Medium	Medium	Medium	Rural	No
India	73	Female	15	34.6	Low	Current	Occasionally	No	No	High	Yes	80	Medium	Poor	Average	High	Retired	Married	No	Medium	High	Low	Urban	Yes
Sweden	73	Male	18	25.7	High	Former	Never	No	No	High	No	86	Medium	Good	Unhealthy	Low	Employed	Single	No	Low	Low	Low	Urban	Yes
UK	80	Male	6	21.5	Low	Current	Never	No	No	Normal	No	65	Medium	Average	Healthy	Medium	Unemployed	Widowed	Yes	High	High	Medium	Rural	Yes
USA	65	Female	0	19.5	High	Never	Never	No	No	High	Yes	69	Low	Good	Healthy	Medium	Unemployed	Widowed	No	Low	High	Low	Urban	No
UK	53	Female	15	19.2	Medium	Never	Never	No	Yes	Normal	Yes	68	High	Poor	Healthy	Medium	Retired	Single	No	Medium	High	High	Urban	Yes
France	83	Male	13	20.7	Medium	Current	Never	No	No	Normal	Yes	90	Low	Poor	Healthy	Low	Retired	Widowed	Yes	High	Medium	High	Urban	Yes
South Africa	64	Male	5	19.8	Low	Current	Occasionally	No	No	Normal	Yes	34	High	Good	Unhealthy	High	Retired	Married	No	Low	Medium	High	Rural	No
Mexico	68	Female	14	18.6	Medium	Current	Never	No	No	High	Yes	88	Medium	Good	Unhealthy	High	Employed	Single	Yes	Medium	Medium	High	Urban	Yes
UK	68	Male	14	24	High	Current	Regularly	Yes	No	Normal	Yes	86	Low	Good	Average	Low	Retired	Married	No	High	High	Medium	Rural	Yes
USA	93	Male	10	23.6	High	Former	Regularly	No	Yes	High	No	59	Medium	Good	Unhealthy	High	Employed	Married	No	Medium	Low	Medium	Rural	No
France	84	Female	8	32.5	High	Former	Never	No	No	High	No	33	High	Good	Unhealthy	Medium	Retired	Widowed	No	Medium	Medium	High	Urban	No
Mexico	69	Female	7	20.3	High	Current	Never	Yes	No	High	No	79	Medium	Average	Average	Medium	Retired	Married	No	High	High	High	Rural	Yes
Spain	88	Female	15	30.4	High	Current	Never	Yes	No	Normal	No	88	High	Average	Healthy	High	Retired	Widowed	No	Low	High	Medium	Rural	No
Norway	90	Male	18	32.4	Medium	Former	Regularly	No	No	High	No	53	Medium	Average	Unhealthy	High	Unemployed	Widowed	No	High	Low	Low	Rural	No
South Africa	78	Male	16	21.3	Medium	Current	Regularly	No	No	Normal	No	76	High	Average	Unhealthy	Low	Unemployed	Married	No	High	Medium	Medium	Rural	Yes
South Africa	64	Female	6	20.2	High	Former	Regularly	No	No	High	Yes	80	Low	Good	Healthy	Low	Employed	Widowed	No	High	Low	Low	Urban	No
Japan	69	Female	2	21	High	Former	Never	No	No	Normal	No	35	High	Good	Unhealthy	Medium	Employed	Married	No	High	Medium	High	Rural	No
Brazil	81	Female	15	18.9	Low	Never	Never	No	No	Normal	No	74	Medium	Good	Average	Medium	Retired	Widowed	No	Medium	High	Medium	Rural	Yes
South Korea	62	Female	0	22.2	High	Never	Regularly	No	Yes	High	No	76	Medium	Poor	Unhealthy	Medium	Retired	Single	No	Medium	High	High	Urban	No
Spain	56	Female	17	25.8	High	Current	Regularly	Yes	Yes	Normal	Yes	34	High	Good	Healthy	Medium	Retired	Married	No	Medium	Low	High	Rural	No
Russia	65	Male	14	18.5	High	Never	Regularly	Yes	No	Normal	No	31	Low	Average	Unhealthy	Low	Unemployed	Married	Yes	High	Low	Medium	Rural	Yes
Argentina	59	Male	1	30.5	Low	Former	Occasionally	No	No	Normal	No	83	Medium	Good	Healthy	Low	Retired	Married	Yes	Low	High	Medium	Urban	No
Germany	51	Male	5	18.6	Low	Never	Regularly	No	Yes	Normal	Yes	57	Low	Poor	Healthy	Medium	Employed	Widowed	No	High	High	Low	Rural	No
France	87	Male	14	30.2	Medium	Never	Regularly	No	Yes	Normal	No	96	Low	Poor	Unhealthy	Medium	Unemployed	Married	No	Low	Medium	Low	Urban	Yes
Spain	67	Female	12	24.9	Medium	Never	Regularly	Yes	No	High	No	53	Low	Good	Average	High	Unemployed	Single	Yes	Low	Low	High	Urban	No
Brazil	83	Female	12	21.4	High	Former	Never	No	No	Normal	No	62	High	Good	Healthy	High	Employed	Single	Yes	High	Medium	High	Urban	Yes
South Africa	70	Male	4	31.3	Low	Never	Regularly	No	No	Normal	Yes	71	Medium	Good	Unhealthy	Low	Unemployed	Widowed	No	Medium	High	High	Urban	No
China	70	Male	5	31	High	Current	Regularly	No	No	High	Yes	69	High	Average	Average	Low	Employed	Widowed	Yes	High	Medium	High	Urban	Yes
Germany	50	Female	17	23.3	High	Former	Regularly	No	Yes	Normal	No	60	Medium	Good	Average	Medium	Employed	Widowed	No	Low	High	Low	Rural	No
Brazil	64	Male	16	26.3	Low	Current	Never	No	No	High	No	32	Low	Good	Average	Medium	Employed	Widowed	No	High	Low	Low	Urban	No
Spain	59	Female	14	29	Medium	Never	Regularly	No	No	High	Yes	37	Low	Average	Unhealthy	High	Employed	Single	No	Medium	Low	High	Rural	No
South Korea	84	Female	1	26.7	Low	Former	Never	No	Yes	High	No	96	High	Average	Healthy	High	Retired	Married	No	Medium	High	Low	Urban	Yes
Canada	74	Male	4	25.8	Medium	Current	Regularly	Yes	No	Normal	No	92	High	Good	Unhealthy	Low	Employed	Single	No	High	Medium	Low	Rural	No
Japan	81	Female	3	23.6	Medium	Never	Occasionally	No	Yes	Normal	No	36	High	Poor	Unhealthy	Low	Employed	Married	No	Low	Medium	High	Urban	No
Brazil	80	Male	1	31.5	Medium	Former	Regularly	No	No	High	No	99	High	Average	Average	Medium	Employed	Married	Yes	Medium	High	Medium	Rural	Yes
Italy	59	Male	6	21.5	High	Former	Regularly	Yes	No	Normal	No	91	Low	Average	Healthy	Low	Unemployed	Single	No	High	High	Medium	Urban	No
India	52	Female	16	29.2	High	Former	Occasionally	No	Yes	High	No	39	High	Poor	Average	Medium	Employed	Widowed	No	Medium	High	Medium	Urban	No
India	71	Female	16	25.5	Medium	Never	Never	No	No	High	Yes	93	Medium	Average	Average	High	Employed	Married	Yes	High	High	Medium	Urban	No
Argentina	87	Male	7	32.5	Medium	Former	Never	No	No	Normal	Yes	36	Low	Good	Healthy	Low	Unemployed	Married	No	Low	High	High	Rural	No
China	51	Male	11	32.4	High	Current	Never	No	No	High	No	94	Low	Poor	Healthy	High	Unemployed	Widowed	No	Medium	Medium	High	Urban	No
Spain	72	Male	10	29.9	High	Former	Regularly	No	No	Normal	Yes	95	Medium	Average	Healthy	High	Retired	Married	No	Low	Low	Medium	Urban	No
USA	90	Female	15	31.5	Medium	Never	Never	No	Yes	Normal	No	54	Low	Poor	Average	Medium	Retired	Widowed	No	High	Medium	Medium	Urban	No
USA	89	Female	17	29.4	Low	Current	Occasionally	No	No	High	Yes	43	High	Good	Average	High	Retired	Married	Yes	Medium	Low	Low	Urban	Yes
Argentina	73	Male	4	19.4	High	Former	Never	Yes	No	Normal	No	80	Medium	Good	Healthy	High	Retired	Single	No	High	High	High	Urban	Yes
Brazil	81	Female	5	28	Medium	Current	Never	No	Yes	Normal	No	66	Low	Poor	Average	High	Unemployed	Widowed	No	Medium	Medium	Medium	Rural	No
Norway	82	Male	5	24.4	Low	Former	Occasionally	No	No	Normal	Yes	54	Medium	Good	Average	Medium	Retired	Married	No	Low	Low	Low	Urban	Yes
UK	76	Female	18	26.7	Low	Former	Occasionally	No	No	High	Yes	88	Medium	Poor	Average	High	Employed	Widowed	Yes	Low	High	High	Rural	Yes
Spain	62	Male	14	19.2	High	Current	Occasionally	No	No	Normal	Yes	56	Medium	Average	Average	High	Unemployed	Married	Yes	Low	Medium	Low	Rural	No
Italy	86	Female	4	32.4	High	Current	Occasionally	No	No	Normal	No	40	Medium	Average	Healthy	Medium	Employed	Widowed	No	Medium	High	High	Urban	No
Sweden	88	Female	7	33.5	Medium	Current	Occasionally	Yes	Yes	Normal	Yes	42	High	Average	Healthy	High	Retired	Married	No	High	High	Low	Urban	Yes
Norway	78	Female	19	32.6	Medium	Former	Never	No	Yes	Normal	No	37	Low	Poor	Unhealthy	High	Employed	Married	No	Medium	High	Low	Rural	No
France	90	Female	10	28.2	High	Never	Occasionally	No	Yes	High	No	88	Medium	Average	Average	Low	Employed	Widowed	Yes	Low	High	Medium	Rural	Yes
USA	74	Male	0	32.1	High	Never	Never	No	Yes	Normal	No	40	Low	Good	Average	Low	Employed	Married	No	Low	High	High	Rural	Yes
South Korea	68	Female	14	26.6	Low	Former	Never	No	No	Normal	Yes	51	High	Average	Unhealthy	Low	Unemployed	Widowed	No	High	Medium	Medium	Rural	No
Japan	50	Female	2	31.6	Low	Current	Regularly	No	No	Normal	No	37	High	Good	Unhealthy	Medium	Employed	Widowed	No	Medium	Low	Medium	Rural	No
India	84	Male	7	26.4	Medium	Never	Never	No	No	Normal	Yes	58	Low	Average	Healthy	Medium	Employed	Widowed	No	High	Medium	Low	Rural	Yes
South Africa	65	Female	15	32.7	Low	Never	Occasionally	Yes	No	Normal	Yes	71	Low	Good	Healthy	Low	Employed	Married	No	Low	Medium	Medium	Urban	No
Norway	57	Female	1	23.8	Medium	Former	Occasionally	No	No	Normal	No	83	Low	Poor	Unhealthy	High	Unemployed	Married	No	Medium	Low	Low	Urban	No
Argentina	56	Male	14	34.3	High	Never	Never	No	No	Normal	No	99	High	Average	Unhealthy	Medium	Retired	Married	No	High	Low	Low	Rural	No
Russia	70	Female	9	19.3	High	Former	Regularly	No	No	Normal	No	30	High	Poor	Average	High	Retired	Widowed	No	Medium	High	Low	Rural	No
Russia	60	Male	11	27.5	Medium	Former	Occasionally	No	No	Normal	No	97	Low	Average	Unhealthy	High	Unemployed	Married	No	Low	Medium	High	Urban	No
Argentina	75	Male	6	27.2	Low	Never	Occasionally	No	No	Normal	No	93	Low	Average	Healthy	High	Retired	Married	Yes	Medium	Medium	High	Urban	Yes
India	64	Female	1	28.9	High	Current	Occasionally	No	Yes	Normal	No	44	Medium	Average	Average	Low	Employed	Widowed	No	Medium	Medium	Low	Rural	No
Spain	94	Female	11	27	Low	Former	Regularly	No	Yes	High	Yes	53	Medium	Poor	Unhealthy	Low	Unemployed	Married	No	Low	High	Medium	Urban	Yes
Canada	55	Male	15	28.9	High	Current	Regularly	No	Yes	High	No	66	Medium	Poor	Unhealthy	Medium	Retired	Married	No	High	Low	Low	Urban	No
UK	86	Male	18	34	Low	Former	Occasionally	No	No	High	No	91	Medium	Poor	Average	Low	Employed	Widowed	Yes	Medium	Medium	High	Urban	Yes
Russia	53	Female	12	23.2	High	Current	Regularly	Yes	No	High	No	94	Low	Average	Unhealthy	Low	Unemployed	Married	No	Low	Medium	High	Urban	No
France	68	Male	9	30.5	Medium	Former	Regularly	Yes	No	Normal	No	64	High	Average	Healthy	Medium	Retired	Single	Yes	High	Medium	High	Rural	No
Russia	70	Male	14	27.9	Low	Current	Occasionally	No	No	Normal	No	44	High	Average	Average	High	Employed	Single	Yes	Low	Low	Medium	Rural	No
Russia	86	Female	19	28.6	Low	Never	Never	No	No	High	Yes	77	Low	Poor	Healthy	Low	Retired	Widowed	No	Low	Low	High	Urban	No
Russia	92	Male	17	26.1	High	Current	Regularly	Yes	No	Normal	No	70	High	Good	Healthy	High	Retired	Single	No	Medium	Medium	High	Rural	Yes
Canada	67	Male	5	24.7	Low	Current	Never	No	No	High	No	89	Medium	Average	Unhealthy	High	Retired	Married	No	Low	Medium	Low	Rural	No
Canada	91	Female	8	25	Medium	Current	Regularly	Yes	No	Normal	No	60	Low	Poor	Unhealthy	Low	Retired	Single	No	Medium	Low	Low	Urban	No
France	85	Female	1	24.9	High	Current	Never	No	Yes	High	No	33	Low	Good	Average	Medium	Retired	Married	No	High	High	Low	Urban	Yes
USA	86	Female	15	33.4	Low	Former	Occasionally	No	Yes	Normal	No	66	Low	Poor	Unhealthy	Low	Unemployed	Single	No	Low	Low	High	Rural	No
USA	64	Male	1	34.2	Medium	Never	Never	No	No	Normal	Yes	55	High	Average	Unhealthy	Medium	Unemployed	Married	Yes	Medium	High	Low	Rural	Yes
South Korea	87	Female	12	32.1	High	Never	Regularly	No	No	Normal	Yes	69	Medium	Poor	Unhealthy	Low	Employed	Widowed	No	Low	Low	Low	Urban	Yes
Canada	51	Male	7	21	Medium	Current	Regularly	No	No	Normal	No	43	Low	Average	Unhealthy	Medium	Unemployed	Widowed	No	Medium	Medium	High	Urban	No
India	91	Female	4	23.3	Medium	Never	Never	Yes	No	High	No	87	High	Good	Unhealthy	Medium	Employed	Married	No	Low	Low	Medium	Urban	Yes
Italy	80	Male	4	22.2	Low	Former	Never	No	No	Normal	No	80	High	Poor	Average	High	Employed	Widowed	No	Medium	Medium	Low	Rural	Yes
Germany	55	Female	17	30.9	Medium	Former	Regularly	No	No	High	No	68	Low	Poor	Average	Low	Retired	Widowed	No	Medium	High	Medium	Urban	No
China	68	Male	4	18.6	High	Never	Never	Yes	Yes	Normal	No	52	High	Poor	Healthy	High	Unemployed	Widowed	No	High	Medium	Medium	Rural	No
Russia	87	Male	17	27	Medium	Current	Never	No	No	High	Yes	80	High	Poor	Average	Medium	Retired	Married	No	High	Medium	High	Urban	Yes
Italy	64	Male	18	29.4	Low	Never	Occasionally	No	No	Normal	No	63	Low	Poor	Average	High	Unemployed	Single	No	Medium	Medium	High	Urban	No
France	82	Female	19	22.7	High	Never	Regularly	No	No	High	Yes	67	Low	Good	Healthy	Medium	Retired	Widowed	Yes	Low	Medium	Low	Rural	Yes
Argentina	89	Female	18	32.7	Medium	Former	Occasionally	No	No	Normal	Yes	50	High	Average	Average	Low	Retired	Married	No	High	Low	Low	Rural	Yes
Canada	75	Male	18	20.7	Medium	Current	Regularly	No	No	Normal	No	70	Medium	Average	Healthy	Medium	Unemployed	Married	No	Medium	Low	Low	Rural	No
Italy	79	Female	2	26.6	Medium	Current	Occasionally	No	No	Normal	No	46	Medium	Average	Healthy	Medium	Unemployed	Married	Yes	Low	High	High	Urban	Yes
China	60	Male	16	25	Medium	Former	Regularly	No	No	Normal	No	95	Medium	Good	Healthy	Low	Employed	Widowed	No	Medium	High	Low	Rural	No
Australia	50	Male	5	26.3	High	Former	Regularly	Yes	No	Normal	No	65	Medium	Average	Unhealthy	High	Employed	Married	No	High	Medium	Low	Urban	No
Australia	63	Female	7	29.8	Medium	Former	Never	No	No	Normal	No	88	Low	Average	Average	Medium	Employed	Married	No	Low	High	High	Rural	No
USA	59	Male	9	24.4	High	Former	Never	No	Yes	Normal	Yes	74	Low	Poor	Unhealthy	Medium	Employed	Widowed	No	Medium	High	Low	Urban	No
Norway	66	Female	4	28.4	Low	Current	Occasionally	Yes	No	Normal	No	32	High	Poor	Healthy	High	Unemployed	Married	No	Low	High	Medium	Rural	Yes
Italy	60	Male	8	20.1	High	Never	Never	No	Yes	Normal	Yes	42	Medium	Good	Unhealthy	Medium	Unemployed	Married	No	High	Low	High	Urban	Yes
Australia	91	Female	18	20.6	High	Never	Regularly	Yes	No	High	No	34	Low	Average	Unhealthy	Medium	Employed	Widowed	No	Low	Medium	Low	Rural	No
UK	64	Male	16	19.9	High	Current	Occasionally	No	Yes	Normal	Yes	83	High	Average	Average	Low	Retired	Single	No	High	Low	High	Rural	No
Argentina	61	Male	0	26.5	Medium	Current	Never	Yes	No	Normal	No	36	Low	Poor	Average	High	Employed	Married	No	Low	Low	Medium	Urban	No
Germany	52	Female	2	34.5	Medium	Current	Never	Yes	No	Normal	No	52	High	Poor	Average	Low	Retired	Widowed	No	Medium	Low	Low	Urban	No
South Korea	71	Male	12	20.7	Medium	Never	Never	No	No	Normal	No	51	Medium	Poor	Unhealthy	Medium	Unemployed	Married	No	High	Medium	Medium	Rural	No

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